Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 730 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 91.4 KiB |
| Average record size in memory | 128.2 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 6 |
dteday has a high cardinality: 730 distinct values | High cardinality |
instant is highly overall correlated with registered and 3 other fields | High correlation |
mnth is highly overall correlated with season | High correlation |
weekday is highly overall correlated with workingday | High correlation |
temp is highly overall correlated with atemp and 4 other fields | High correlation |
atemp is highly overall correlated with temp and 4 other fields | High correlation |
hum is highly overall correlated with weathersit | High correlation |
casual is highly overall correlated with temp and 4 other fields | High correlation |
registered is highly overall correlated with instant and 5 other fields | High correlation |
cnt is highly overall correlated with instant and 5 other fields | High correlation |
season is highly overall correlated with instant and 3 other fields | High correlation |
yr is highly overall correlated with instant and 2 other fields | High correlation |
workingday is highly overall correlated with weekday and 1 other fields | High correlation |
weathersit is highly overall correlated with hum | High correlation |
holiday is highly imbalanced (81.2%) | Imbalance |
instant is uniformly distributed | Uniform |
dteday is uniformly distributed | Uniform |
yr is uniformly distributed | Uniform |
instant has unique values | Unique |
dteday has unique values | Unique |
weekday has 105 (14.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-13 11:03:29.170855 |
|---|---|
| Analysis finished | 2023-06-13 11:03:41.956540 |
| Duration | 12.79 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
instant
Real number (ℝ)
HIGH CORRELATION UNIFORM UNIQUE
| Distinct | 730 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 365.5 |
| Minimum | 1 |
|---|---|
| Maximum | 730 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 37.45 |
| Q1 | 183.25 |
| median | 365.5 |
| Q3 | 547.75 |
| 95-th percentile | 693.55 |
| Maximum | 730 |
| Range | 729 |
| Interquartile range (IQR) | 364.5 |
Descriptive statistics
| Standard deviation | 210.87714 |
|---|---|
| Coefficient of variation (CV) | 0.57695523 |
| Kurtosis | -1.2 |
| Mean | 365.5 |
| Median Absolute Deviation (MAD) | 182.5 |
| Skewness | 0 |
| Sum | 266815 |
| Variance | 44469.167 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 482 | 1 | 0.1% |
| 483 | 1 | 0.1% |
| 484 | 1 | 0.1% |
| 485 | 1 | 0.1% |
| 486 | 1 | 0.1% |
| 487 | 1 | 0.1% |
| 488 | 1 | 0.1% |
| 489 | 1 | 0.1% |
| Other values (720) | 720 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 730 | 1 | |
| 729 | 1 | |
| 728 | 1 | |
| 727 | 1 | |
| 726 | 1 | |
| 725 | 1 | |
| 724 | 1 | |
| 723 | 1 | |
| 722 | 1 | |
| 721 | 1 |
dteday
Categorical
HIGH CARDINALITY UNIFORM UNIQUE
| Distinct | 730 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 01-01-2018 | 1 |
|---|---|
| 25-04-2019 | 1 |
| 27-04-2019 | 1 |
| 28-04-2019 | 1 |
| 29-04-2019 | 1 |
| Other values (725) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 7300 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 730 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 01-01-2018 |
|---|---|
| 2nd row | 02-01-2018 |
| 3rd row | 03-01-2018 |
| 4th row | 04-01-2018 |
| 5th row | 05-01-2018 |
Common Values
| Value | Count | Frequency (%) |
| 01-01-2018 | 1 | 0.1% |
| 25-04-2019 | 1 | 0.1% |
| 27-04-2019 | 1 | 0.1% |
| 28-04-2019 | 1 | 0.1% |
| 29-04-2019 | 1 | 0.1% |
| 30-04-2019 | 1 | 0.1% |
| 01-05-2019 | 1 | 0.1% |
| 02-05-2019 | 1 | 0.1% |
| 03-05-2019 | 1 | 0.1% |
| 04-05-2019 | 1 | 0.1% |
| Other values (720) | 720 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 01-01-2018 | 1 | 0.1% |
| 25-01-2018 | 1 | 0.1% |
| 31-03-2018 | 1 | 0.1% |
| 22-01-2018 | 1 | 0.1% |
| 03-01-2018 | 1 | 0.1% |
| 04-01-2018 | 1 | 0.1% |
| 05-01-2018 | 1 | 0.1% |
| 06-01-2018 | 1 | 0.1% |
| 07-01-2018 | 1 | 0.1% |
| 08-01-2018 | 1 | 0.1% |
| Other values (720) | 720 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| - | 1460 | |
| 1 | 1362 | |
| 2 | 1158 | |
| 8 | 499 | 6.8% |
| 9 | 495 | 6.8% |
| 3 | 170 | 2.3% |
| 5 | 134 | 1.8% |
| 7 | 134 | 1.8% |
| 4 | 132 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5840 | |
| Dash Punctuation | 1460 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| 1 | 1362 | |
| 2 | 1158 | |
| 8 | 499 | 8.5% |
| 9 | 495 | 8.5% |
| 3 | 170 | 2.9% |
| 5 | 134 | 2.3% |
| 7 | 134 | 2.3% |
| 4 | 132 | 2.3% |
| 6 | 132 | 2.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1460 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7300 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| - | 1460 | |
| 1 | 1362 | |
| 2 | 1158 | |
| 8 | 499 | 6.8% |
| 9 | 495 | 6.8% |
| 3 | 170 | 2.3% |
| 5 | 134 | 1.8% |
| 7 | 134 | 1.8% |
| 4 | 132 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| - | 1460 | |
| 1 | 1362 | |
| 2 | 1158 | |
| 8 | 499 | 6.8% |
| 9 | 495 | 6.8% |
| 3 | 170 | 2.3% |
| 5 | 134 | 1.8% |
| 7 | 134 | 1.8% |
| 4 | 132 | 1.8% |
season
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 3 | |
|---|---|
| 2 | |
| 1 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 730 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 180 | |
| 4 | 178 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 180 | |
| 4 | 178 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 180 | |
| 4 | 178 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 730 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 180 | |
| 4 | 178 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 730 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 180 | |
| 4 | 178 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 730 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 180 | |
| 4 | 178 |
yr
Categorical
HIGH CORRELATION UNIFORM
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 730 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 365 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 365 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 365 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 730 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 365 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 730 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 365 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 730 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 365 |
mnth
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5260274 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4502153 |
|---|---|
| Coefficient of variation (CV) | 0.52868538 |
| Kurtosis | -1.207096 |
| Mean | 6.5260274 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.010477947 |
| Sum | 4764 |
| Variance | 11.903986 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 62 | |
| 3 | 62 | |
| 5 | 62 | |
| 7 | 62 | |
| 8 | 62 | |
| 10 | 62 | |
| 12 | 62 | |
| 4 | 60 | |
| 6 | 60 | |
| 9 | 60 | |
| Other values (2) | 116 |
| Value | Count | Frequency (%) |
| 1 | 62 | |
| 2 | 56 | |
| 3 | 62 | |
| 4 | 60 | |
| 5 | 62 | |
| 6 | 60 | |
| 7 | 62 | |
| 8 | 62 | |
| 9 | 60 | |
| 10 | 62 |
| Value | Count | Frequency (%) |
| 12 | 62 | |
| 11 | 60 | |
| 10 | 62 | |
| 9 | 60 | |
| 8 | 62 | |
| 7 | 62 | |
| 6 | 60 | |
| 5 | 62 | |
| 4 | 60 | |
| 3 | 62 |
holiday
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 0 | |
|---|---|
| 1 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 730 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 709 | |
| 1 | 21 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 709 | |
| 1 | 21 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 709 | |
| 1 | 21 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 730 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 709 | |
| 1 | 21 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 730 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 709 | |
| 1 | 21 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 730 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 709 | |
| 1 | 21 | 2.9% |
weekday
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9972603 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 105 |
| Zeros (%) | 14.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.0061615 |
|---|---|
| Coefficient of variation (CV) | 0.66933175 |
| Kurtosis | -1.2566879 |
| Mean | 2.9972603 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.0027453495 |
| Sum | 2188 |
| Variance | 4.0246838 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 6 | 105 | |
| 0 | 105 | |
| 1 | 105 | |
| 2 | 104 | |
| 4 | 104 | |
| 5 | 104 | |
| 3 | 103 |
| Value | Count | Frequency (%) |
| 0 | 105 | |
| 1 | 105 | |
| 2 | 104 | |
| 3 | 103 | |
| 4 | 104 | |
| 5 | 104 | |
| 6 | 105 |
| Value | Count | Frequency (%) |
| 6 | 105 | |
| 5 | 104 | |
| 4 | 104 | |
| 3 | 103 | |
| 2 | 104 | |
| 1 | 105 | |
| 0 | 105 |
workingday
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 730 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 499 | |
| 0 | 231 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 499 | |
| 0 | 231 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 499 | |
| 0 | 231 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 730 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 499 | |
| 0 | 231 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 730 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 499 | |
| 0 | 231 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 730 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 499 | |
| 0 | 231 |
weathersit
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 730 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 246 | |
| 3 | 21 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 246 | |
| 3 | 21 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 246 | |
| 3 | 21 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 730 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 246 | |
| 3 | 21 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 730 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 246 | |
| 3 | 21 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 730 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 246 | |
| 3 | 21 | 2.9% |
temp
Real number (ℝ)
| Distinct | 498 |
|---|---|
| Distinct (%) | 68.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.319259 |
| Minimum | 2.4243464 |
|---|---|
| Maximum | 35.328347 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 2.4243464 |
|---|---|
| 5-th percentile | 8.7470241 |
| Q1 | 13.811885 |
| median | 20.465826 |
| Q3 | 26.880615 |
| 95-th percentile | 31.52046 |
| Maximum | 35.328347 |
| Range | 32.904001 |
| Interquartile range (IQR) | 13.068729 |
Descriptive statistics
| Standard deviation | 7.5067289 |
|---|---|
| Coefficient of variation (CV) | 0.3694391 |
| Kurtosis | -1.1183052 |
| Mean | 20.319259 |
| Median Absolute Deviation (MAD) | 6.474597 |
| Skewness | -0.057187486 |
| Sum | 14833.059 |
| Variance | 56.350979 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.035 | 5 | 0.7% |
| 10.899153 | 5 | 0.7% |
| 27.88 | 4 | 0.5% |
| 28.563347 | 4 | 0.5% |
| 23.130847 | 4 | 0.5% |
| 26.615847 | 4 | 0.5% |
| 17.9375 | 4 | 0.5% |
| 19.850847 | 4 | 0.5% |
| 29.144153 | 4 | 0.5% |
| 13.085847 | 3 | 0.4% |
| Other values (488) | 689 |
| Value | Count | Frequency (%) |
| 2.4243464 | 1 | |
| 3.9573897 | 1 | |
| 3.9930433 | 1 | |
| 4.4075 | 1 | |
| 5.2275 | 1 | |
| 5.526103 | 1 | |
| 5.671653 | 1 | |
| 5.918268 | 1 | |
| 6.15 | 1 | |
| 6.184153 | 1 |
| Value | Count | Frequency (%) |
| 35.328347 | 1 | |
| 34.815847 | 1 | |
| 34.781653 | 1 | |
| 34.371653 | 1 | |
| 34.200847 | 1 | |
| 34.03 | 1 | |
| 33.961653 | 1 | |
| 33.9275 | 1 | |
| 33.7225 | 1 | |
| 33.551653 | 1 |
atemp
Real number (ℝ)
| Distinct | 689 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.726322 |
| Minimum | 3.95348 |
|---|---|
| Maximum | 42.0448 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 3.95348 |
|---|---|
| 5-th percentile | 11.030712 |
| Q1 | 16.889713 |
| median | 24.368225 |
| Q3 | 30.445775 |
| 95-th percentile | 35.749975 |
| Maximum | 42.0448 |
| Range | 38.09132 |
| Interquartile range (IQR) | 13.556062 |
Descriptive statistics
| Standard deviation | 8.1503078 |
|---|---|
| Coefficient of variation (CV) | 0.34351333 |
| Kurtosis | -0.98451321 |
| Mean | 23.726322 |
| Median Absolute Deviation (MAD) | 6.7874 |
| Skewness | -0.13370861 |
| Sum | 17320.215 |
| Variance | 66.427517 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32.7344 | 4 | 0.5% |
| 18.78105 | 3 | 0.4% |
| 31.8504 | 3 | 0.4% |
| 28.59875 | 2 | 0.3% |
| 23.32625 | 2 | 0.3% |
| 30.3981 | 2 | 0.3% |
| 32.7021 | 2 | 0.3% |
| 16.2875 | 2 | 0.3% |
| 29.7673 | 2 | 0.3% |
| 19.9175 | 2 | 0.3% |
| Other values (679) | 706 |
| Value | Count | Frequency (%) |
| 3.95348 | 1 | |
| 4.941955 | 1 | |
| 5.0829 | 1 | |
| 5.80875 | 1 | |
| 5.8965 | 1 | |
| 5.96685 | 1 | |
| 6.31375 | 1 | |
| 7.21415 | 1 | |
| 7.4774 | 1 | |
| 7.54415 | 1 |
| Value | Count | Frequency (%) |
| 42.0448 | 1 | |
| 41.31855 | 1 | |
| 40.24565 | 1 | |
| 40.21435 | 1 | |
| 39.74145 | 1 | |
| 39.5198 | 1 | |
| 39.33065 | 1 | |
| 39.29835 | 1 | |
| 38.06835 | 1 | |
| 37.87895 | 1 |
hum
Real number (ℝ)
| Distinct | 594 |
|---|---|
| Distinct (%) | 81.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.765175 |
| Minimum | 0 |
|---|---|
| Maximum | 97.25 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 40.741735 |
| Q1 | 52 |
| median | 62.625 |
| Q3 | 72.989575 |
| 95-th percentile | 86.868735 |
| Maximum | 97.25 |
| Range | 97.25 |
| Interquartile range (IQR) | 20.989575 |
Descriptive statistics
| Standard deviation | 14.237589 |
|---|---|
| Coefficient of variation (CV) | 0.22683899 |
| Kurtosis | -0.059830074 |
| Mean | 62.765175 |
| Median Absolute Deviation (MAD) | 10.45835 |
| Skewness | -0.067475863 |
| Sum | 45818.578 |
| Variance | 202.70894 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 61.3333 | 4 | 0.5% |
| 63.0833 | 3 | 0.4% |
| 55.2083 | 3 | 0.4% |
| 60.5 | 3 | 0.4% |
| 56.8333 | 3 | 0.4% |
| 69 | 3 | 0.4% |
| 59 | 3 | 0.4% |
| 69.7083 | 3 | 0.4% |
| 57 | 3 | 0.4% |
| 48.3333 | 3 | 0.4% |
| Other values (584) | 699 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 18.7917 | 1 | |
| 25.4167 | 1 | |
| 27.5833 | 1 | |
| 29 | 1 | |
| 30.2174 | 1 | |
| 30.5 | 1 | |
| 31.125 | 1 | |
| 31.4167 | 1 | |
| 31.4348 | 1 |
| Value | Count | Frequency (%) |
| 97.25 | 1 | |
| 97.0417 | 1 | |
| 96.25 | 1 | |
| 94.9583 | 1 | |
| 94.8261 | 1 | |
| 93.9565 | 1 | |
| 93 | 1 | |
| 92.9167 | 1 | |
| 92.5 | 1 | |
| 92.25 | 1 |
windspeed
Real number (ℝ)
| Distinct | 649 |
|---|---|
| Distinct (%) | 88.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.76362 |
| Minimum | 1.5002439 |
|---|---|
| Maximum | 34.000021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 1.5002439 |
|---|---|
| 5-th percentile | 5.3260521 |
| Q1 | 9.04165 |
| median | 12.125325 |
| Q3 | 15.625589 |
| 95-th percentile | 22.999988 |
| Maximum | 34.000021 |
| Range | 32.499777 |
| Interquartile range (IQR) | 6.5839393 |
Descriptive statistics
| Standard deviation | 5.1958407 |
|---|---|
| Coefficient of variation (CV) | 0.40708207 |
| Kurtosis | 0.40590905 |
| Mean | 12.76362 |
| Median Absolute Deviation (MAD) | 3.291643 |
| Skewness | 0.67631404 |
| Sum | 9317.4423 |
| Variance | 26.996761 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.041918 | 3 | 0.4% |
| 11.166689 | 3 | 0.4% |
| 11.250104 | 3 | 0.4% |
| 15.333486 | 3 | 0.4% |
| 7.959064 | 3 | 0.4% |
| 7.12545 | 3 | 0.4% |
| 7.4169 | 3 | 0.4% |
| 9.166739 | 3 | 0.4% |
| 10.042161 | 3 | 0.4% |
| 14.791925 | 2 | 0.3% |
| Other values (639) | 701 |
| Value | Count | Frequency (%) |
| 1.5002439 | 1 | |
| 2.8343814 | 1 | |
| 3.0420814 | 1 | |
| 3.0423561 | 1 | |
| 3.12555 | 1 | |
| 3.167425 | 1 | |
| 3.3754064 | 1 | |
| 3.5423436 | 1 | |
| 3.565271 | 1 | |
| 3.834075 | 1 |
| Value | Count | Frequency (%) |
| 34.000021 | 1 | |
| 29.584721 | 1 | |
| 28.292425 | 1 | |
| 28.250014 | 1 | |
| 27.999836 | 1 | |
| 27.833743 | 1 | |
| 27.7916 | 1 | |
| 27.417204 | 1 | |
| 27.292182 | 1 | |
| 26.666536 | 1 |
casual
Real number (ℝ)
| Distinct | 605 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 849.24932 |
| Minimum | 2 |
|---|---|
| Maximum | 3410 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 88.45 |
| Q1 | 316.25 |
| median | 717 |
| Q3 | 1096.5 |
| 95-th percentile | 2355 |
| Maximum | 3410 |
| Range | 3408 |
| Interquartile range (IQR) | 780.25 |
Descriptive statistics
| Standard deviation | 686.47987 |
|---|---|
| Coefficient of variation (CV) | 0.80833727 |
| Kurtosis | 1.3213424 |
| Mean | 849.24932 |
| Median Absolute Deviation (MAD) | 400 |
| Skewness | 1.2663277 |
| Sum | 619952 |
| Variance | 471254.62 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120 | 4 | 0.5% |
| 968 | 4 | 0.5% |
| 639 | 3 | 0.4% |
| 163 | 3 | 0.4% |
| 775 | 3 | 0.4% |
| 244 | 3 | 0.4% |
| 140 | 3 | 0.4% |
| 123 | 3 | 0.4% |
| 653 | 3 | 0.4% |
| 692 | 2 | 0.3% |
| Other values (595) | 699 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 9 | 2 | |
| 15 | 1 | |
| 25 | 1 | |
| 34 | 1 | |
| 38 | 2 | |
| 41 | 1 | |
| 42 | 1 | |
| 43 | 1 | |
| 46 | 1 |
| Value | Count | Frequency (%) |
| 3410 | 1 | |
| 3283 | 1 | |
| 3252 | 1 | |
| 3160 | 1 | |
| 3155 | 1 | |
| 3065 | 1 | |
| 3031 | 1 | |
| 2963 | 1 | |
| 2855 | 1 | |
| 2846 | 1 |
registered
Real number (ℝ)
| Distinct | 678 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3658.7575 |
| Minimum | 20 |
|---|---|
| Maximum | 6946 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 1177.05 |
| Q1 | 2502.25 |
| median | 3664.5 |
| Q3 | 4783.25 |
| 95-th percentile | 6280.55 |
| Maximum | 6946 |
| Range | 6926 |
| Interquartile range (IQR) | 2281 |
Descriptive statistics
| Standard deviation | 1559.7587 |
|---|---|
| Coefficient of variation (CV) | 0.42630831 |
| Kurtosis | -0.71024959 |
| Mean | 3658.7575 |
| Median Absolute Deviation (MAD) | 1157 |
| Skewness | 0.041211058 |
| Sum | 2670893 |
| Variance | 2432847.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4841 | 3 | 0.4% |
| 6248 | 3 | 0.4% |
| 1707 | 3 | 0.4% |
| 3461 | 2 | 0.3% |
| 2713 | 2 | 0.3% |
| 1628 | 2 | 0.3% |
| 4429 | 2 | 0.3% |
| 1730 | 2 | 0.3% |
| 2549 | 2 | 0.3% |
| 4232 | 2 | 0.3% |
| Other values (668) | 707 |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 416 | 1 | |
| 432 | 1 | |
| 451 | 1 | |
| 472 | 1 | |
| 491 | 1 | |
| 570 | 1 | |
| 573 | 1 | |
| 577 | 1 | |
| 654 | 1 |
| Value | Count | Frequency (%) |
| 6946 | 1 | |
| 6917 | 1 | |
| 6911 | 1 | |
| 6898 | 1 | |
| 6844 | 1 | |
| 6820 | 1 | |
| 6803 | 1 | |
| 6790 | 1 | |
| 6781 | 1 | |
| 6750 | 1 |
cnt
Real number (ℝ)
| Distinct | 695 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4508.0068 |
| Minimum | 22 |
|---|---|
| Maximum | 8714 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 1330 |
| Q1 | 3169.75 |
| median | 4548.5 |
| Q3 | 5966 |
| 95-th percentile | 7576.4 |
| Maximum | 8714 |
| Range | 8692 |
| Interquartile range (IQR) | 2796.25 |
Descriptive statistics
| Standard deviation | 1936.0116 |
|---|---|
| Coefficient of variation (CV) | 0.42946067 |
| Kurtosis | -0.80807954 |
| Mean | 4508.0068 |
| Median Absolute Deviation (MAD) | 1397.5 |
| Skewness | -0.049580605 |
| Sum | 3290845 |
| Variance | 3748141.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5409 | 2 | 0.3% |
| 2424 | 2 | 0.3% |
| 5698 | 2 | 0.3% |
| 4459 | 2 | 0.3% |
| 5119 | 2 | 0.3% |
| 1096 | 2 | 0.3% |
| 1685 | 2 | 0.3% |
| 4401 | 2 | 0.3% |
| 6883 | 2 | 0.3% |
| 6591 | 2 | 0.3% |
| Other values (685) | 710 |
| Value | Count | Frequency (%) |
| 22 | 1 | |
| 431 | 1 | |
| 441 | 1 | |
| 506 | 1 | |
| 605 | 1 | |
| 623 | 1 | |
| 627 | 1 | |
| 683 | 1 | |
| 705 | 1 | |
| 754 | 1 |
| Value | Count | Frequency (%) |
| 8714 | 1 | |
| 8555 | 1 | |
| 8395 | 1 | |
| 8362 | 1 | |
| 8294 | 1 | |
| 8227 | 1 | |
| 8173 | 1 | |
| 8167 | 1 | |
| 8156 | 1 | |
| 8120 | 1 |
| instant | mnth | weekday | temp | atemp | hum | windspeed | casual | registered | cnt | season | yr | holiday | workingday | weathersit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| instant | 1.000 | 0.498 | -0.000 | 0.142 | 0.142 | 0.010 | -0.130 | 0.314 | 0.665 | 0.631 | 0.799 | 0.994 | 0.000 | 0.000 | 0.122 |
| mnth | 0.498 | 1.000 | 0.009 | 0.206 | 0.207 | 0.216 | -0.207 | 0.182 | 0.281 | 0.270 | 0.884 | 0.000 | 0.000 | 0.000 | 0.103 |
| weekday | -0.000 | 0.009 | 1.000 | -0.004 | -0.013 | -0.054 | 0.013 | 0.040 | 0.058 | 0.065 | 0.000 | 0.000 | 0.268 | 0.935 | 0.042 |
| temp | 0.142 | 0.206 | -0.004 | 1.000 | 0.993 | 0.132 | -0.147 | 0.667 | 0.530 | 0.621 | 0.572 | 0.112 | 0.000 | 0.044 | 0.148 |
| atemp | 0.142 | 0.207 | -0.013 | 0.993 | 1.000 | 0.141 | -0.169 | 0.667 | 0.531 | 0.622 | 0.577 | 0.080 | 0.022 | 0.089 | 0.169 |
| hum | 0.010 | 0.216 | -0.054 | 0.132 | 0.141 | 1.000 | -0.239 | -0.068 | -0.091 | -0.096 | 0.151 | 0.152 | 0.000 | 0.056 | 0.550 |
| windspeed | -0.130 | -0.207 | 0.013 | -0.147 | -0.169 | -0.239 | 1.000 | -0.181 | -0.203 | -0.217 | 0.190 | 0.062 | 0.000 | 0.046 | 0.111 |
| casual | 0.314 | 0.182 | 0.040 | 0.667 | 0.667 | -0.068 | -0.181 | 1.000 | 0.522 | 0.753 | 0.373 | 0.318 | 0.035 | 0.571 | 0.221 |
| registered | 0.665 | 0.281 | 0.058 | 0.530 | 0.531 | -0.091 | -0.203 | 0.522 | 1.000 | 0.940 | 0.360 | 0.649 | 0.069 | 0.376 | 0.308 |
| cnt | 0.631 | 0.270 | 0.065 | 0.621 | 0.622 | -0.096 | -0.217 | 0.753 | 0.940 | 1.000 | 0.379 | 0.642 | 0.092 | 0.153 | 0.334 |
| season | 0.799 | 0.884 | 0.000 | 0.572 | 0.577 | 0.151 | 0.190 | 0.373 | 0.360 | 0.379 | 1.000 | 0.000 | 0.000 | 0.000 | 0.077 |
| yr | 0.994 | 0.000 | 0.000 | 0.112 | 0.080 | 0.152 | 0.062 | 0.318 | 0.649 | 0.642 | 0.000 | 1.000 | 0.000 | 0.000 | 0.054 |
| holiday | 0.000 | 0.000 | 0.268 | 0.000 | 0.022 | 0.000 | 0.000 | 0.035 | 0.069 | 0.092 | 0.000 | 0.000 | 1.000 | 0.241 | 0.000 |
| workingday | 0.000 | 0.000 | 0.935 | 0.044 | 0.089 | 0.056 | 0.046 | 0.571 | 0.376 | 0.153 | 0.000 | 0.000 | 0.241 | 1.000 | 0.030 |
| weathersit | 0.122 | 0.103 | 0.042 | 0.148 | 0.169 | 0.550 | 0.111 | 0.221 | 0.308 | 0.334 | 0.077 | 0.054 | 0.000 | 0.030 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| instant | dteday | season | yr | mnth | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 01-01-2018 | 1 | 0 | 1 | 0 | 6 | 0 | 2 | 14.110847 | 18.18125 | 80.5833 | 10.749882 | 331 | 654 | 985 |
| 1 | 2 | 02-01-2018 | 1 | 0 | 1 | 0 | 0 | 0 | 2 | 14.902598 | 17.68695 | 69.6087 | 16.652113 | 131 | 670 | 801 |
| 2 | 3 | 03-01-2018 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 8.050924 | 9.47025 | 43.7273 | 16.636703 | 120 | 1229 | 1349 |
| 3 | 4 | 04-01-2018 | 1 | 0 | 1 | 0 | 2 | 1 | 1 | 8.200000 | 10.60610 | 59.0435 | 10.739832 | 108 | 1454 | 1562 |
| 4 | 5 | 05-01-2018 | 1 | 0 | 1 | 0 | 3 | 1 | 1 | 9.305237 | 11.46350 | 43.6957 | 12.522300 | 82 | 1518 | 1600 |
| 5 | 6 | 06-01-2018 | 1 | 0 | 1 | 0 | 4 | 1 | 1 | 8.378268 | 11.66045 | 51.8261 | 6.000868 | 88 | 1518 | 1606 |
| 6 | 7 | 07-01-2018 | 1 | 0 | 1 | 0 | 5 | 1 | 2 | 8.057402 | 10.44195 | 49.8696 | 11.304642 | 148 | 1362 | 1510 |
| 7 | 8 | 08-01-2018 | 1 | 0 | 1 | 0 | 6 | 0 | 2 | 6.765000 | 8.11270 | 53.5833 | 17.875868 | 68 | 891 | 959 |
| 8 | 9 | 09-01-2018 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 5.671653 | 5.80875 | 43.4167 | 24.250650 | 54 | 768 | 822 |
| 9 | 10 | 10-01-2018 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 6.184153 | 7.54440 | 48.2917 | 14.958889 | 41 | 1280 | 1321 |
| instant | dteday | season | yr | mnth | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 720 | 721 | 22-12-2019 | 1 | 1 | 12 | 0 | 6 | 0 | 1 | 10.899153 | 11.80565 | 44.1250 | 27.292182 | 205 | 1544 | 1749 |
| 721 | 722 | 23-12-2019 | 1 | 1 | 12 | 0 | 0 | 0 | 1 | 10.079153 | 12.97355 | 51.5417 | 8.916561 | 408 | 1379 | 1787 |
| 722 | 723 | 24-12-2019 | 1 | 1 | 12 | 0 | 1 | 1 | 2 | 9.483464 | 12.94500 | 79.1304 | 5.174437 | 174 | 746 | 920 |
| 723 | 724 | 25-12-2019 | 1 | 1 | 12 | 1 | 2 | 0 | 2 | 11.943464 | 14.72325 | 73.4783 | 11.304642 | 440 | 573 | 1013 |
| 724 | 725 | 26-12-2019 | 1 | 1 | 12 | 0 | 3 | 1 | 3 | 9.976653 | 11.01665 | 82.3333 | 21.208582 | 9 | 432 | 441 |
| 725 | 726 | 27-12-2019 | 1 | 1 | 12 | 0 | 4 | 1 | 2 | 10.420847 | 11.33210 | 65.2917 | 23.458911 | 247 | 1867 | 2114 |
| 726 | 727 | 28-12-2019 | 1 | 1 | 12 | 0 | 5 | 1 | 2 | 10.386653 | 12.75230 | 59.0000 | 10.416557 | 644 | 2451 | 3095 |
| 727 | 728 | 29-12-2019 | 1 | 1 | 12 | 0 | 6 | 0 | 2 | 10.386653 | 12.12000 | 75.2917 | 8.333661 | 159 | 1182 | 1341 |
| 728 | 729 | 30-12-2019 | 1 | 1 | 12 | 0 | 0 | 0 | 1 | 10.489153 | 11.58500 | 48.3333 | 23.500518 | 364 | 1432 | 1796 |
| 729 | 730 | 31-12-2019 | 1 | 1 | 12 | 0 | 1 | 1 | 2 | 8.849153 | 11.17435 | 57.7500 | 10.374682 | 439 | 2290 | 2729 |